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Swamy Gadila

Founder of Friday AI • 3m

We’ve completed development of the Adaptive Plugin - ACW (Adaptive Context Window). The MVP is production-ready and validated on real enterprise workloads - code, logs, configs, and financial and legal documents. ACW went through multiple iterations and architectural rewrites. The key lesson: testing beats speed. We deliberately broke things, fixed edge cases, and avoided early lock-ins to prevent silent failures and technical debt. ~6 months of research and ~4 months of development went into building an enterprise-grade system. ACW guarantees: Zero information loss Risk-aware optimization only where safe Hard token-savings caps Fail-fast behavior With the core complete, we’re moving into distribution: SDKs, APIs, plugins, and enterprise deployment. From R&D to real adoption. More updates soon. #AI #LLM #MLOps #EnterpriseAI #Startup #AdaptiveSystems

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